the same time equipping diffusion models with the low-dimensional VAE inferred latent code which can be used for downstream tasks like controllable synthesis and image attribute manipulation. In short, DiffuseVAE presents a generative model which combines the benefits of both VAEs and Diffusion models...
Manipulating an image in the latent feature space requires finding a matching latent codewwfor it first. In StyleGAN 2 the authors discovered that a better way to improve the results is if you use a differentwwfor each layer of the generator. Extending the latent space by using a differentww...
et al. Recovering gene interactions from single-cell data using data diffusion. Cell 174, 716–729.e727 (2018). Article PubMed PubMed Central Google Scholar Butler, A., Hoffman, P., Smibert, P., Papalexi, E. & Satija, R. Integrating single-cell transcriptomic data across different ...
and the outer product of the scores and the weights from\(y\). This is done to remove the portion of variability that is explained by the current latent variable and allow for the extraction of subsequent latent variables
Booster injections can be given at regular intervals, and antiserum harvested when antibody titer thereof, as determined semi-quantitatively, for example, by double immunodiffusion in agar against known concentrations of the antigen, begins to fall. See, for example, Ouchterlony et al. (In Handboo...
Figure 1. Randomly selected subset of 25 samples for (a) the real dataset, (b) the synthetic set generated by Stable Diffusion (SD) out-of-the-box without fine-tuning, (c) the synthetic set generated by an SD model fine-tuned on histopathology data using a naïve prompt-building approa...
With the recent advancements in the field of diffusion generative models, it has been shown that defining the generative process in the latent space of a powerful pretrained autoencoder can offer substantial advantages. This approach, by abstracting away imperceptible image details and introducing substa...
CODE.md- codegen models, like Copilot IMAGE_GEN.md- the most developed file, with the heaviest emphasis notes on Stable Diffusion, and some on midjourney and dalle. IMAGE_PROMPTS.md- a smallswipe fileof good image prompts Resources: standing, cleaned up resources that are meant to be perma...
Another possibility would involve the diffusion dynamics of P-TEFb. Indeed, it has been shown that P-TEFb is a local explorer that repetitively visits the same location58, and recent data further suggest that P-TEFb undergoes transient liquid-liquid phase transitions59. FRAP studies showed that ...
et al. Recovering gene interactions from single-cell data using data diffusion. Cell 174, 716–729.e727 (2018). Article PubMed PubMed Central Google Scholar Butler, A., Hoffman, P., Smibert, P., Papalexi, E. & Satija, R. Integrating single-cell transcriptomic data across different ...